Repeatability
Medium
The structural steps — score segmentation, sentiment tagging, theme clustering, report formatting — are consistent quarter to quarter. However, the interpretation of what themes matter and how to frame recommendations shifts with organizational context, making it not fully mechanical.
Ambiguity Tolerance
Medium
Segmentation and NPS math have crisp success criteria, but 'top 5 drivers of dissatisfaction' and 'prioritized recommendations' are inherently judgment calls. An agent can produce plausible outputs, but there's no objective ground truth to verify against.
Data & Tool Availability
Medium
The agent needs the raw survey export (scores + comments + metadata like department and tenure), which must be explicitly provided. If the data is clean and structured, the agent can proceed; if it's locked in an HRIS or survey platform without export, access becomes a blocker.
Error Cost
High
Misidentified dissatisfaction drivers or poorly prioritized recommendations could lead HR and leadership to invest in the wrong retention interventions — a costly mistake in both money and employee trust. The report will likely be acted on, so errors have real downstream consequences.
Human Judgment Required
High
Retention strategy is deeply contextual: what's actionable depends on budget, leadership appetite, team dynamics, and company culture that no agent can infer from 145 survey rows. A human must validate that the recommendations are realistic and politically viable before they go to leadership.